A computer-based investigative analysis system is disclosed in which a user can share results of an investigation with other users in a way that allows the sharing user to visualize how the results will be shared before they are shared. The results are shared in the form of a visual graph having nodes, edges, and other presentation elements. The nodes represent data objects that are the subject of the investigation and the edges represent connections between the data objects. The graph is shared in the form of an automatically generated redacted graph omitting nodes, edges, and presentation elements for which the other users do not have permission to view. Before sharing the graph, the sharing user is presented with a visualization of the automatically generated redacted graph providing the user an opportunity to confirm that sharing the redacted graph will not constitute an unauthorized information leakage.